Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	20
Number of observations	24532
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.7 MiB
Average record size in memory	160.0 B

Variable types

Text	3
Numeric	15
DateTime	1
Categorical	1

Alerts

`acousticness` is highly overall correlated with `energy`	High correlation
`energy` is highly overall correlated with `acousticness` and 1 other fields	High correlation
`loudness` is highly overall correlated with `energy`	High correlation
`track_popularity` has 2081 (8.5%) zeros	Zeros
`key` has 2604 (10.6%) zeros	Zeros
`instrumentalness` has 8918 (36.4%) zeros	Zeros

Reproduction

Analysis started	2025-12-02 21:45:37.464570
Analysis finished	2025-12-02 21:46:00.453482
Duration	22.99 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

track_name
Text

Distinct	21757
Distinct (%)	88.7%
Missing	0
Missing (%)	0.0%
Memory size	191.8 KiB

Length

Max length	144
Median length	91
Mean length	16.078469
Min length	1

Characters and Unicode

Total characters	394437
Distinct characters	413
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	20119 ?
Unique (%)	82.0%

Sample

1st row	Dance Monkey
2nd row	ROXANNE
3rd row	Blinding Lights
4th row	Circles
5th row	Tusa

Value	Count	Frequency (%)
	3274	4.3%
the	1983	2.6%
feat	1829	2.4%
you	1316	1.7%
me	1173	1.5%
i	844	1.1%
love	797	1.0%
a	633	0.8%
in	625	0.8%
to	613	0.8%
Other values (14466)	62901	82.8%

Most occurring characters

Value	Count	Frequency (%)
	51456	13.0%
e	35638	9.0%
a	24683	6.3%
o	23927	6.1%
i	20351	5.2%
t	18586	4.7%
n	18172	4.6%
r	16251	4.1%
l	12269	3.1%
s	12025	3.0%
Other values (403)	161079	40.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	394437	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	51456	13.0%
e	35638	9.0%
a	24683	6.3%
o	23927	6.1%
i	20351	5.2%
t	18586	4.7%
n	18172	4.6%
r	16251	4.1%
l	12269	3.1%
s	12025	3.0%
Other values (403)	161079	40.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	394437	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	51456	13.0%
e	35638	9.0%
a	24683	6.3%
o	23927	6.1%
i	20351	5.2%
t	18586	4.7%
n	18172	4.6%
r	16251	4.1%
l	12269	3.1%
s	12025	3.0%
Other values (403)	161079	40.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	394437	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	51456	13.0%
e	35638	9.0%
a	24683	6.3%
o	23927	6.1%
i	20351	5.2%
t	18586	4.7%
n	18172	4.6%
r	16251	4.1%
l	12269	3.1%
s	12025	3.0%
Other values (403)	161079	40.8%

track_artist
Text

Distinct	10314
Distinct (%)	42.0%
Missing	0
Missing (%)	0.0%
Memory size	191.8 KiB

Length

Max length	69
Median length	40
Mean length	10.075452
Min length	2

Characters and Unicode

Total characters	247171
Distinct characters	215
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6410 ?
Unique (%)	26.1%

Sample

1st row	Tones and I
2nd row	Arizona Zervas
3rd row	The Weeknd
4th row	Post Malone
5th row	KAROL G

Value	Count	Frequency (%)
the	1307	3.0%
	554	1.3%
dj	163	0.4%
lil	141	0.3%
of	132	0.3%
mike	130	0.3%
john	122	0.3%
queen	120	0.3%
j	120	0.3%
martin	107	0.2%
Other values (11242)	40531	93.3%

Most occurring characters

Value	Count	Frequency (%)
e	21552	8.7%
a	19702	8.0%
	18895	7.6%
i	14377	5.8%
o	14103	5.7%
n	13803	5.6%
r	12363	5.0%
l	10386	4.2%
s	9080	3.7%
t	8440	3.4%
Other values (205)	104470	42.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	247171	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	21552	8.7%
a	19702	8.0%
	18895	7.6%
i	14377	5.8%
o	14103	5.7%
n	13803	5.6%
r	12363	5.0%
l	10386	4.2%
s	9080	3.7%
t	8440	3.4%
Other values (205)	104470	42.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	247171	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	21552	8.7%
a	19702	8.0%
	18895	7.6%
i	14377	5.8%
o	14103	5.7%
n	13803	5.6%
r	12363	5.0%
l	10386	4.2%
s	9080	3.7%
t	8440	3.4%
Other values (205)	104470	42.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	247171	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	21552	8.7%
a	19702	8.0%
	18895	7.6%
i	14377	5.8%
o	14103	5.7%
n	13803	5.6%
r	12363	5.0%
l	10386	4.2%
s	9080	3.7%
t	8440	3.4%
Other values (205)	104470	42.3%

track_popularity
Real number (ℝ)

Zeros

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.727458

Minimum	0
Maximum	100
Zeros	2081
Zeros (%)	8.5%
Negative	0
Negative (%)	0.0%
Memory size	191.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	25
median	44
Q3	59
95-th percentile	75
Maximum	100
Range	100
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	23.246349
Coefficient of variation (CV)	0.57077828
Kurtosis	-0.86374669
Mean	40.727458
Median Absolute Deviation (MAD)	16
Skewness	-0.29749653
Sum	999126
Variance	540.39272
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2081	8.5%
57	439	1.8%
45	429	1.7%
54	426	1.7%
50	426	1.7%
51	423	1.7%
52	420	1.7%
49	414	1.7%
40	414	1.7%
55	413	1.7%
Other values (91)	18647	76.0%

Value	Count	Frequency (%)
0	2081	8.5%
1	397	1.6%
2	253	1.0%
3	203	0.8%
4	177	0.7%
5	159	0.6%
6	145	0.6%
7	120	0.5%
8	147	0.6%
9	136	0.6%

Value	Count	Frequency (%)
100	1	< 0.1%
99	1	< 0.1%
98	5	< 0.1%
97	3	< 0.1%
96	1	< 0.1%
95	2	< 0.1%
94	5	< 0.1%
93	7	< 0.1%
92	4	< 0.1%
91	9	< 0.1%

track_album_name
Text

Distinct	17569
Distinct (%)	71.6%
Missing	0
Missing (%)	0.0%
Memory size	191.8 KiB

Length

Max length	151
Median length	96
Mean length	16.545288
Min length	1

Characters and Unicode

Total characters	405889
Distinct characters	342
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	14278 ?
Unique (%)	58.2%

Sample

1st row	Dance Monkey (Stripped Back) / Dance Monkey
2nd row	ROXANNE
3rd row	Blinding Lights
4th row	Hollywood's Bleeding
5th row	Tusa

Value	Count	Frequency (%)
the	3309	4.5%
	1329	1.8%
of	1170	1.6%
feat	829	1.1%
you	734	1.0%
a	642	0.9%
me	637	0.9%
deluxe	625	0.9%
to	583	0.8%
edition	534	0.7%
Other values (13439)	62488	85.7%

Most occurring characters

Value	Count	Frequency (%)
	48348	11.9%
e	37887	9.3%
o	23816	5.9%
a	23193	5.7%
i	20962	5.2%
t	19120	4.7%
n	18764	4.6%
r	17789	4.4%
s	15049	3.7%
l	13865	3.4%
Other values (332)	167096	41.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	405889	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	48348	11.9%
e	37887	9.3%
o	23816	5.9%
a	23193	5.7%
i	20962	5.2%
t	19120	4.7%
n	18764	4.6%
r	17789	4.4%
s	15049	3.7%
l	13865	3.4%
Other values (332)	167096	41.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	405889	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	48348	11.9%
e	37887	9.3%
o	23816	5.9%
a	23193	5.7%
i	20962	5.2%
t	19120	4.7%
n	18764	4.6%
r	17789	4.4%
s	15049	3.7%
l	13865	3.4%
Other values (332)	167096	41.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	405889	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	48348	11.9%
e	37887	9.3%
o	23816	5.9%
a	23193	5.7%
i	20962	5.2%
t	19120	4.7%
n	18764	4.6%
r	17789	4.4%
s	15049	3.7%
l	13865	3.4%
Other values (332)	167096	41.2%

track_album_release_date
Date

Distinct	5344
Distinct (%)	21.8%
Missing	0
Missing (%)	0.0%
Memory size	191.8 KiB

Minimum	1957-01-01 00:00:00
Maximum	2020-01-29 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

danceability
Real number (ℝ)

Distinct	819
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.65211231

Minimum	0
Maximum	0.981
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	191.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.385
Q1	0.559
median	0.668
Q3	0.76
95-th percentile	0.869
Maximum	0.981
Range	0.981
Interquartile range (IQR)	0.201

Descriptive statistics

Standard deviation	0.14716224
Coefficient of variation (CV)	0.22567009
Kurtosis	-0.0041499447
Mean	0.65211231
Median Absolute Deviation (MAD)	0.099
Skewness	-0.49735008
Sum	15997.619
Variance	0.021656726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.69	90	0.4%
0.694	87	0.4%
0.715	86	0.4%
0.708	86	0.4%
0.7	83	0.3%
0.699	82	0.3%
0.688	82	0.3%
0.734	80	0.3%
0.683	79	0.3%
0.733	77	0.3%
Other values (809)	23700	96.6%

Value	Count	Frequency (%)
0	1	< 0.1%
0.0771	1	< 0.1%
0.0787	1	< 0.1%
0.0985	1	< 0.1%
0.116	1	< 0.1%
0.118	1	< 0.1%
0.13	1	< 0.1%
0.135	2	< 0.1%
0.14	2	< 0.1%
0.141	1	< 0.1%

Value	Count	Frequency (%)
0.981	1	< 0.1%
0.979	2	< 0.1%
0.978	1	< 0.1%
0.977	1	< 0.1%
0.975	2	< 0.1%
0.974	3	< 0.1%
0.973	1	< 0.1%
0.972	1	< 0.1%
0.971	2	< 0.1%
0.97	3	< 0.1%

energy
Real number (ℝ)

High correlation

Distinct	951
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.69120014

Minimum	0.000175
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	191.8 KiB

Quantile statistics

Minimum	0.000175
5-th percentile	0.34755
Q1	0.569
median	0.714
Q3	0.839
95-th percentile	0.95
Maximum	1
Range	0.999825
Interquartile range (IQR)	0.27

Descriptive statistics

Standard deviation	0.1866416
Coefficient of variation (CV)	0.27002541
Kurtosis	-0.078027366
Mean	0.69120014
Median Absolute Deviation (MAD)	0.133
Skewness	-0.61024469
Sum	16956.522
Variance	0.034835087
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.833	71	0.3%
0.828	68	0.3%
0.726	67	0.3%
0.711	65	0.3%
0.873	65	0.3%
0.687	64	0.3%
0.787	64	0.3%
0.758	64	0.3%
0.76	63	0.3%
0.715	61	0.2%
Other values (941)	23880	97.3%

Value	Count	Frequency (%)
0.000175	1	< 0.1%
0.00814	1	< 0.1%
0.0118	1	< 0.1%
0.0161	1	< 0.1%
0.0167	1	< 0.1%
0.0297	1	< 0.1%
0.0323	1	< 0.1%
0.036	1	< 0.1%
0.0375	1	< 0.1%
0.0383	1	< 0.1%

Value	Count	Frequency (%)
1	3	< 0.1%
0.999	6	< 0.1%
0.998	5	< 0.1%
0.997	4	< 0.1%
0.996	9	< 0.1%
0.995	7	< 0.1%
0.994	9	< 0.1%
0.993	24	0.1%
0.992	14	0.1%
0.991	19	0.1%

key
Real number (ℝ)

Zeros

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.3726154

Minimum	0
Maximum	11
Zeros	2604
Zeros (%)	10.6%
Negative	0
Negative (%)	0.0%
Memory size	191.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	6
Q3	9
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.6096413
Coefficient of variation (CV)	0.67185925
Kurtosis	-1.3089993
Mean	5.3726154
Median Absolute Deviation (MAD)	3
Skewness	-0.025661163
Sum	131801
Variance	13.029511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	2938	12.0%
0	2604	10.6%
7	2542	10.4%
9	2301	9.4%
11	2191	8.9%
2	2142	8.7%
5	1977	8.1%
6	1955	8.0%
8	1783	7.3%
10	1733	7.1%
Other values (2)	2366	9.6%

Value	Count	Frequency (%)
0	2604	10.6%
1	2938	12.0%
2	2142	8.7%
3	698	2.8%
4	1668	6.8%
5	1977	8.1%
6	1955	8.0%
7	2542	10.4%
8	1783	7.3%
9	2301	9.4%

Value	Count	Frequency (%)
11	2191	8.9%
10	1733	7.1%
9	2301	9.4%
8	1783	7.3%
7	2542	10.4%
6	1955	8.0%
5	1977	8.1%
4	1668	6.8%
3	698	2.8%
2	2142	8.7%

loudness
Real number (ℝ)

High correlation

Distinct	9873
Distinct (%)	40.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.9261183

Minimum	-46.448
Maximum	1.275
Zeros	0
Zeros (%)	0.0%
Negative	24527
Negative (%)	> 99.9%
Memory size	191.8 KiB

Quantile statistics

Minimum	-46.448
5-th percentile	-12.749
Q1	-8.44725
median	-6.356
Q3	-4.781
95-th percentile	-3.035
Maximum	1.275
Range	47.723
Interquartile range (IQR)	3.66625

Descriptive statistics

Standard deviation	3.0810017
Coefficient of variation (CV)	-0.44483816
Kurtosis	4.490284
Mean	-6.9261183
Median Absolute Deviation (MAD)	1.765
Skewness	-1.349001
Sum	-169911.54
Variance	9.4925718
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5.824	13	0.1%
-5.131	12	< 0.1%
-4.973	12	< 0.1%
-5.576	11	< 0.1%
-5.799	11	< 0.1%
-5.008	10	< 0.1%
-4.443	10	< 0.1%
-6.189	10	< 0.1%
-6.959	10	< 0.1%
-5.644	10	< 0.1%
Other values (9863)	24423	99.6%

Value	Count	Frequency (%)
-46.448	1	< 0.1%
-36.624	1	< 0.1%
-36.509	1	< 0.1%
-35.96	1	< 0.1%
-35.427	1	< 0.1%
-29.561	1	< 0.1%
-28.309	1	< 0.1%
-26.279	1	< 0.1%
-26.207	1	< 0.1%
-26.087	1	< 0.1%

Value	Count	Frequency (%)
1.275	1	< 0.1%
0.642	1	< 0.1%
0.551	1	< 0.1%
0.326	1	< 0.1%
0.302	1	< 0.1%
-0.046	1	< 0.1%
-0.073	1	< 0.1%
-0.155	1	< 0.1%
-0.158	1	< 0.1%
-0.247	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	191.8 KiB

1	13943
0	10589

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	24532
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	13943	56.8%
0	10589	43.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	13943	56.8%
0	10589	43.2%

Most occurring characters

Value	Count	Frequency (%)
1	13943	56.8%
0	10589	43.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	24532	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	13943	56.8%
0	10589	43.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	24532	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	13943	56.8%
0	10589	43.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	24532	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	13943	56.8%
0	10589	43.2%

speechiness
Real number (ℝ)

Distinct	1265
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1096703

Minimum	0
Maximum	0.918
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	191.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0296
Q1	0.0407
median	0.063
Q3	0.137
95-th percentile	0.341
Maximum	0.918
Range	0.918
Interquartile range (IQR)	0.0963

Descriptive statistics

Standard deviation	0.1046128
Coefficient of variation (CV)	0.95388452
Kurtosis	3.949097
Mean	0.1096703
Median Absolute Deviation (MAD)	0.0284
Skewness	1.915425
Sum	2690.4317
Variance	0.010943837
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.103	77	0.3%
0.102	75	0.3%
0.0354	73	0.3%
0.107	68	0.3%
0.109	68	0.3%
0.123	65	0.3%
0.112	64	0.3%
0.101	63	0.3%
0.106	61	0.2%
0.0346	60	0.2%
Other values (1255)	23858	97.3%

Value	Count	Frequency (%)
0	1	< 0.1%
0.0224	2	< 0.1%
0.0225	1	< 0.1%
0.0228	3	< 0.1%
0.023	1	< 0.1%
0.0231	1	< 0.1%
0.0232	4	< 0.1%
0.0233	1	< 0.1%
0.0234	3	< 0.1%
0.0235	5	< 0.1%

Value	Count	Frequency (%)
0.918	1	< 0.1%
0.877	1	< 0.1%
0.865	1	< 0.1%
0.86	1	< 0.1%
0.856	1	< 0.1%
0.853	1	< 0.1%
0.817	1	< 0.1%
0.792	1	< 0.1%
0.78	1	< 0.1%
0.777	1	< 0.1%

acousticness
Real number (ℝ)

High correlation

Distinct	3658
Distinct (%)	14.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18618964

Minimum	0
Maximum	0.994
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	191.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0005481
Q1	0.0152
median	0.0862
Q3	0.279
95-th percentile	0.714
Maximum	0.994
Range	0.994
Interquartile range (IQR)	0.2638

Descriptive statistics

Standard deviation	0.22977056
Coefficient of variation (CV)	1.2340674
Kurtosis	1.4558035
Mean	0.18618964
Median Absolute Deviation (MAD)	0.08231
Skewness	1.4986035
Sum	4567.6042
Variance	0.052794512
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.102	60	0.2%
0.114	55	0.2%
0.101	53	0.2%
0.107	51	0.2%
0.128	50	0.2%
0.105	50	0.2%
0.122	50	0.2%
0.121	49	0.2%
0.141	49	0.2%
0.115	49	0.2%
Other values (3648)	24016	97.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1.4 × 10^-6	1	< 0.1%
1.44 × 10^-6	1	< 0.1%
1.47 × 10^-6	1	< 0.1%
1.66 × 10^-6	1	< 0.1%
2.16 × 10^-6	1	< 0.1%
2.22 × 10^-6	1	< 0.1%
2.32 × 10^-6	1	< 0.1%
2.43 × 10^-6	1	< 0.1%
2.46 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.994	1	< 0.1%
0.992	1	< 0.1%
0.989	3	< 0.1%
0.986	2	< 0.1%
0.985	2	< 0.1%
0.984	2	< 0.1%
0.983	3	< 0.1%
0.982	1	< 0.1%
0.979	3	< 0.1%
0.978	3	< 0.1%

instrumentalness
Real number (ℝ)

Zeros

Distinct	4582
Distinct (%)	18.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.094947066

Minimum	0
Maximum	0.994
Zeros	8918
Zeros (%)	36.4%
Negative	0
Negative (%)	0.0%
Memory size	191.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.97 × 10^-5
Q3	0.006875
95-th percentile	0.807
Maximum	0.994
Range	0.994
Interquartile range (IQR)	0.006875

Descriptive statistics

Standard deviation	0.23825902
Coefficient of variation (CV)	2.5093879
Kurtosis	5.0507348
Mean	0.094947066
Median Absolute Deviation (MAD)	1.97 × 10^-5
Skewness	2.548275
Sum	2329.2414
Variance	0.056767361
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8918	36.4%
1.05 × 10^-5	19	0.1%
0.87	19	0.1%
0.00106	19	0.1%
0.00119	18	0.1%
0.916	17	0.1%
1.17 × 10^-5	17	0.1%
0.901	17	0.1%
0.124	17	0.1%
0.0013	17	0.1%
Other values (4572)	15454	63.0%

Value	Count	Frequency (%)
0	8918	36.4%
1 × 10^-6	3	< 0.1%
1.01 × 10^-6	12	< 0.1%
1.02 × 10^-6	7	< 0.1%
1.03 × 10^-6	7	< 0.1%
1.04 × 10^-6	17	0.1%
1.05 × 10^-6	7	< 0.1%
1.06 × 10^-6	7	< 0.1%
1.07 × 10^-6	11	< 0.1%
1.08 × 10^-6	11	< 0.1%

Value	Count	Frequency (%)
0.994	2	< 0.1%
0.983	1	< 0.1%
0.982	1	< 0.1%
0.981	1	< 0.1%
0.979	1	< 0.1%
0.974	2	< 0.1%
0.972	2	< 0.1%
0.971	2	< 0.1%
0.97	1	< 0.1%
0.969	3	< 0.1%

liveness
Real number (ℝ)

Distinct	1605
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19114245

Minimum	0
Maximum	0.996
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	191.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0563
Q1	0.0933
median	0.127
Q3	0.247
95-th percentile	0.521
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.1537

Descriptive statistics

Standard deviation	0.15669292
Coefficient of variation (CV)	0.8197704
Kurtosis	5.2467483
Mean	0.19114245
Median Absolute Deviation (MAD)	0.049
Skewness	2.1192357
Sum	4689.1066
Variance	0.024552672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.111	266	1.1%
0.108	241	1.0%
0.11	237	1.0%
0.109	223	0.9%
0.104	219	0.9%
0.107	219	0.9%
0.105	217	0.9%
0.106	213	0.9%
0.112	213	0.9%
0.101	209	0.9%
Other values (1595)	22275	90.8%

Value	Count	Frequency (%)
0	1	< 0.1%
0.00946	1	< 0.1%
0.0131	1	< 0.1%
0.015	1	< 0.1%
0.0155	1	< 0.1%
0.0158	1	< 0.1%
0.0163	1	< 0.1%
0.0165	1	< 0.1%
0.0167	1	< 0.1%
0.0168	1	< 0.1%

Value	Count	Frequency (%)
0.996	1	< 0.1%
0.994	1	< 0.1%
0.992	1	< 0.1%
0.991	2	< 0.1%
0.99	3	< 0.1%
0.988	5	< 0.1%
0.985	3	< 0.1%
0.984	1	< 0.1%
0.983	2	< 0.1%
0.982	1	< 0.1%

valence
Real number (ℝ)

Distinct	1335
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50970813

Minimum	0
Maximum	0.99
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	191.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.129
Q1	0.327
median	0.512
Q3	0.694
95-th percentile	0.89645
Maximum	0.99
Range	0.99
Interquartile range (IQR)	0.367

Descriptive statistics

Standard deviation	0.23497211
Coefficient of variation (CV)	0.46099345
Kurtosis	-0.91019318
Mean	0.50970813
Median Absolute Deviation (MAD)	0.183
Skewness	-9.7471934 × 10^-5
Sum	12504.16
Variance	0.055211892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.961	55	0.2%
0.389	50	0.2%
0.347	48	0.2%
0.562	47	0.2%
0.534	47	0.2%
0.35	46	0.2%
0.531	45	0.2%
0.504	45	0.2%
0.33	45	0.2%
0.392	45	0.2%
Other values (1325)	24059	98.1%

Value	Count	Frequency (%)
0	1	< 0.1%
1 × 10^-5	5	< 0.1%
0.0116	1	< 0.1%
0.0122	1	< 0.1%
0.0139	1	< 0.1%
0.0159	1	< 0.1%
0.0223	1	< 0.1%
0.0234	1	< 0.1%
0.0269	1	< 0.1%
0.0276	1	< 0.1%

Value	Count	Frequency (%)
0.99	1	< 0.1%
0.985	1	< 0.1%
0.984	1	< 0.1%
0.983	1	< 0.1%
0.981	2	< 0.1%
0.98	1	< 0.1%
0.979	2	< 0.1%
0.978	1	< 0.1%
0.977	5	< 0.1%
0.976	3	< 0.1%

tempo
Real number (ℝ)

Distinct	16328
Distinct (%)	66.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	120.88731

Minimum	0
Maximum	239.44
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	191.8 KiB

Quantile statistics

Minimum	0
5-th percentile	80.2372
Q1	99.07575
median	121.947
Q3	135.00225
95-th percentile	173.92945
Maximum	239.44
Range	239.44
Interquartile range (IQR)	35.9265

Descriptive statistics

Standard deviation	27.370983
Coefficient of variation (CV)	0.22641735
Kurtosis	-0.013948881
Mean	120.88731
Median Absolute Deviation (MAD)	18.855
Skewness	0.4953468
Sum	2965607.4
Variance	749.17073
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127.992	33	0.1%
127.993	25	0.1%
127.997	22	0.1%
128.005	22	0.1%
127.994	22	0.1%
127.983	21	0.1%
128.001	21	0.1%
127.991	21	0.1%
128.013	21	0.1%
128.014	20	0.1%
Other values (16318)	24304	99.1%

Value	Count	Frequency (%)
0	1	< 0.1%
35.477	1	< 0.1%
37.114	1	< 0.1%
38.985	1	< 0.1%
46.169	1	< 0.1%
48.718	1	< 0.1%
49.597	1	< 0.1%
52.017	1	< 0.1%
52.538	1	< 0.1%
52.654	1	< 0.1%

Value	Count	Frequency (%)
239.44	1	< 0.1%
220.252	1	< 0.1%
219.991	1	< 0.1%
219.961	1	< 0.1%
214.516	1	< 0.1%
214.047	1	< 0.1%
214.017	1	< 0.1%
212.058	1	< 0.1%
211.644	1	< 0.1%
211.369	1	< 0.1%

duration_ms
Real number (ℝ)

Distinct	18175
Distinct (%)	74.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	224614.92

Minimum	4000
Maximum	517125
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	191.8 KiB

Quantile statistics

Minimum	4000
5-th percentile	144383.85
Q1	186335.25
median	215440
Q3	252865.5
95-th percentile	336753.1
Maximum	517125
Range	513125
Interquartile range (IQR)	66530.25

Descriptive statistics

Standard deviation	60658.393
Coefficient of variation (CV)	0.27005505
Kurtosis	2.5772989
Mean	224614.92
Median Absolute Deviation (MAD)	32294.5
Skewness	1.0965743
Sum	5.5102532 × 10⁹
Variance	3.6794406 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
240000	30	0.1%
192000	29	0.1%
210000	28	0.1%
160000	20	0.1%
180000	19	0.1%
195000	18	0.1%
216000	16	0.1%
225000	16	0.1%
168000	15	0.1%
150000	15	0.1%
Other values (18165)	24326	99.2%

Value	Count	Frequency (%)
4000	1	< 0.1%
29493	1	< 0.1%
31429	1	< 0.1%
31875	1	< 0.1%
33750	2	< 0.1%
33900	1	< 0.1%
34560	1	< 0.1%
37500	1	< 0.1%
37640	1	< 0.1%
41250	1	< 0.1%

Value	Count	Frequency (%)
517125	1	< 0.1%
516893	1	< 0.1%
516760	1	< 0.1%
515960	1	< 0.1%
515703	1	< 0.1%
515680	1	< 0.1%
512280	1	< 0.1%
511400	1	< 0.1%
510933	1	< 0.1%
510320	1	< 0.1%

release_year
Real number (ℝ)

Distinct	63
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2011.103

Minimum	1957
Maximum	2020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	191.8 KiB

Quantile statistics

Minimum	1957
5-th percentile	1985
Q1	2008
median	2016
Q3	2019
95-th percentile	2019
Maximum	2020
Range	63
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	11.327624
Coefficient of variation (CV)	0.0056325428
Kurtosis	2.8761425
Mean	2011.103
Median Absolute Deviation (MAD)	3
Skewness	-1.8442291
Sum	49336379
Variance	128.31506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2019	6706	27.3%
2018	2556	10.4%
2017	1845	7.5%
2016	1502	6.1%
2015	1260	5.1%
2014	1085	4.4%
2013	700	2.9%
2020	587	2.4%
2012	587	2.4%
2008	493	2.0%
Other values (53)	7211	29.4%

Value	Count	Frequency (%)
1957	2	< 0.1%
1958	1	< 0.1%
1960	3	< 0.1%
1961	1	< 0.1%
1962	1	< 0.1%
1963	5	< 0.1%
1964	6	< 0.1%
1965	10	< 0.1%
1966	12	< 0.1%
1967	28	0.1%

Value	Count	Frequency (%)
2020	587	2.4%
2019	6706	27.3%
2018	2556	10.4%
2017	1845	7.5%
2016	1502	6.1%
2015	1260	5.1%
2014	1085	4.4%
2013	700	2.9%
2012	587	2.4%
2011	475	1.9%

release_month
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4713028

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	191.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.7086354
Coefficient of variation (CV)	0.57308946
Kurtosis	-1.3392325
Mean	6.4713028
Median Absolute Deviation (MAD)	3
Skewness	-0.1036849
Sum	158754
Variance	13.753976
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	3893	15.9%
11	2599	10.6%
10	2427	9.9%
9	2064	8.4%
12	1967	8.0%
6	1837	7.5%
8	1832	7.5%
5	1774	7.2%
3	1682	6.9%
7	1644	6.7%
Other values (2)	2813	11.5%

Value	Count	Frequency (%)
1	3893	15.9%
2	1266	5.2%
3	1682	6.9%
4	1547	6.3%
5	1774	7.2%
6	1837	7.5%
7	1644	6.7%
8	1832	7.5%
9	2064	8.4%
10	2427	9.9%

Value	Count	Frequency (%)
12	1967	8.0%
11	2599	10.6%
10	2427	9.9%
9	2064	8.4%
8	1832	7.5%
7	1644	6.7%
6	1837	7.5%
5	1774	7.2%
4	1547	6.3%
3	1682	6.9%

release_day
Real number (ℝ)

Distinct	31
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.347994

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	191.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	14
Q3	22
95-th percentile	29
Maximum	31
Range	30
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	9.3478434
Coefficient of variation (CV)	0.65150871
Kurtosis	-1.2536232
Mean	14.347994
Median Absolute Deviation (MAD)	8
Skewness	0.071839847
Sum	351985
Variance	87.382176
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
1	3166	12.9%
20	879	3.6%
13	852	3.5%
10	845	3.4%
15	826	3.4%
25	823	3.4%
27	811	3.3%
21	791	3.2%
8	791	3.2%
17	780	3.2%
Other values (21)	13968	56.9%

Value	Count	Frequency (%)
1	3166	12.9%
2	610	2.5%
3	716	2.9%
4	673	2.7%
5	667	2.7%
6	772	3.1%
7	628	2.6%
8	791	3.2%
9	710	2.9%
10	845	3.4%

Value	Count	Frequency (%)
31	423	1.7%
30	580	2.4%
29	612	2.5%
28	698	2.8%
27	811	3.3%
26	735	3.0%
25	823	3.4%
24	702	2.9%
23	637	2.6%
22	757	3.1%

	acousticness	danceability	duration_ms	energy	instrumentalness	key	liveness	loudness	mode	release_day	release_month	release_year	speechiness	tempo	track_popularity	valence
acousticness	1.000	0.093	-0.077	-0.511	-0.190	0.006	-0.059	-0.312	0.035	0.016	0.024	0.057	0.019	-0.160	0.114	0.071
danceability	0.093	1.000	-0.099	-0.125	-0.046	0.009	-0.142	-0.031	0.057	0.026	0.031	0.120	0.268	-0.155	0.048	0.334
duration_ms	-0.077	-0.099	1.000	-0.007	0.059	0.015	-0.039	-0.123	0.025	-0.068	-0.093	-0.448	-0.144	-0.019	-0.098	-0.008
energy	-0.511	-0.125	-0.007	1.000	0.092	0.011	0.148	0.667	0.028	-0.022	-0.029	-0.012	0.079	0.174	-0.104	0.138
instrumentalness	-0.190	-0.046	0.059	0.092	1.000	0.018	-0.035	-0.176	0.017	0.020	0.019	-0.002	-0.205	0.059	-0.167	-0.153
key	0.006	0.009	0.015	0.011	0.018	1.000	-0.001	-0.004	0.307	-0.003	0.002	-0.008	0.024	-0.010	-0.008	0.021
liveness	-0.059	-0.142	-0.039	0.148	-0.035	-0.001	1.000	0.095	0.003	0.001	-0.010	0.002	0.062	0.026	-0.032	-0.049
loudness	-0.312	-0.031	-0.123	0.667	-0.176	-0.004	0.095	1.000	0.000	0.006	0.000	0.174	0.104	0.113	0.054	0.045
mode	0.035	0.057	0.025	0.028	0.017	0.307	0.003	0.000	1.000	0.026	0.017	0.085	0.064	0.026	0.027	0.000
release_day	0.016	0.026	-0.068	-0.022	0.020	-0.003	0.001	0.006	0.026	1.000	0.218	0.159	0.029	0.002	0.021	-0.057
release_month	0.024	0.031	-0.093	-0.029	0.019	0.002	-0.010	0.000	0.017	0.218	1.000	0.158	0.018	0.011	0.045	-0.058
release_year	0.057	0.120	-0.448	-0.012	-0.002	-0.008	0.002	0.174	0.085	0.159	0.158	1.000	0.151	0.047	0.111	-0.205
speechiness	0.019	0.268	-0.144	0.079	-0.205	0.024	0.062	0.104	0.064	0.029	0.018	0.151	1.000	0.020	-0.005	0.079
tempo	-0.160	-0.155	-0.019	0.174	0.059	-0.010	0.026	0.113	0.026	0.002	0.011	0.047	0.020	1.000	-0.006	-0.049
track_popularity	0.114	0.048	-0.098	-0.104	-0.167	-0.008	-0.032	0.054	0.027	0.021	0.045	0.111	-0.005	-0.006	1.000	0.033
valence	0.071	0.334	-0.008	0.138	-0.153	0.021	-0.049	0.045	0.000	-0.057	-0.058	-0.205	0.079	-0.049	0.033	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	track_name	track_artist	track_popularity	track_album_name	track_album_release_date	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	release_year	release_month	release_day
0	Dance Monkey	Tones and I	100	Dance Monkey (Stripped Back) / Dance Monkey	2019-10-17	0.824	0.588	6	-6.400	0	0.0924	0.69200	0.000104	0.1490	0.513	98.027	209438	2019	10	17
1	ROXANNE	Arizona Zervas	99	ROXANNE	2019-10-10	0.621	0.601	6	-5.616	0	0.1480	0.05220	0.000000	0.4600	0.457	116.735	163636	2019	10	10
2	Blinding Lights	The Weeknd	98	Blinding Lights	2019-11-29	0.513	0.796	1	-4.075	1	0.0629	0.00147	0.000209	0.0938	0.345	171.017	201573	2019	11	29
3	Circles	Post Malone	98	Hollywood's Bleeding	2019-09-06	0.695	0.762	0	-3.497	1	0.0395	0.19200	0.002440	0.0863	0.553	120.042	215280	2019	9	6
4	Tusa	KAROL G	98	Tusa	2019-11-07	0.803	0.715	2	-3.280	1	0.2980	0.29500	0.000134	0.0574	0.574	101.085	200960	2019	11	7
5	The Box	Roddy Ricch	98	Please Excuse Me For Being Antisocial	2019-12-06	0.896	0.586	10	-6.687	0	0.0559	0.10400	0.000000	0.7900	0.642	116.971	196653	2019	12	6
6	Memories	Maroon 5	98	Memories	2019-09-20	0.764	0.320	11	-7.209	1	0.0546	0.83700	0.000000	0.0822	0.575	91.019	189486	2019	9	20
7	Falling	Trevor Daniel	97	Falling	2018-10-05	0.784	0.430	10	-8.756	0	0.0364	0.12300	0.000000	0.0887	0.236	127.087	159382	2018	10	5
8	everything i wanted	Billie Eilish	97	everything i wanted	2019-11-13	0.704	0.225	6	-14.454	0	0.0994	0.90200	0.657000	0.1060	0.243	120.006	245426	2019	11	13
9	Don't Start Now	Dua Lipa	97	Don't Start Now	2019-10-31	0.794	0.793	11	-4.521	0	0.0842	0.01250	0.000000	0.0952	0.677	123.941	183290	2019	10	31

	track_name	track_artist	track_album_name	track_album_release_date	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	release_year	release_month	release_day
24522	Limitless - Radio Mix	BURNS	Limitless	2013-07-05	0.545	0.901	0	-2.683	1	0.0801	0.00945	0.000003	0.2700	0.302	125.069	225867	2013	7	5
24523	Reverence - Original Mix	Northend	Reverence	2013-04-01	0.642	0.735	6	-7.710	0	0.0701	0.00408	0.441000	0.3790	0.292	127.979	364000	2013	4	1
24524	Feel Again - Thomas Gold Club Mix	OneRepublic	Native (Deluxe)	2013-01-01	0.655	0.949	10	-4.979	1	0.0526	0.00213	0.072700	0.0542	0.376	128.015	406040	2013	1	1
24525	Stars	Ummet Ozcan	Stars	2015-09-07	0.620	0.887	4	-2.464	0	0.0444	0.10500	0.000916	0.3220	0.308	128.102	187505	2015	9	7
24526	We Are The Ones - Radio Edit	twoloud	We Are The Ones	2014-09-29	0.499	0.847	8	-4.803	0	0.1160	0.01120	0.000000	0.4860	0.257	128.114	209243	2014	9	29
24527	What Does Tomorrow Bring (Extended Mix) [feat. Natalie Peris]	Richard Beynon	What Does Tomorrow Bring	2012-10-16	0.682	0.971	11	-4.362	0	0.1980	0.14000	0.242000	0.8830	0.286	127.993	365625	2012	10	16
24528	I Surrender (Extended Mix)	CAZZETTE	Eject pt. II	2012-12-12	0.751	0.577	4	-5.073	0	0.0677	0.00599	0.002780	0.0840	0.187	128.001	390479	2012	12	12
24529	Every Day - Radio Edit	Eric Prydz	Every Day	2012-01-06	0.450	0.870	7	-4.784	0	0.0469	0.00040	0.073400	0.4340	0.164	125.970	175520	2012	1	6
24530	Heiress of Valentina - Alesso Exclusive Mix	Dune	Best of Club Session 2012	2012-11-21	0.602	0.928	9	-4.850	1	0.1050	0.01940	0.001310	0.7170	0.220	128.022	384000	2012	11	21
24531	Jupiter Unison - 3LAU Bootleg	3LAU	Dance Floor Filth 2	2012-07-17	0.615	0.751	6	-5.355	0	0.0545	0.01950	0.000000	0.3090	0.574	127.389	204565	2012	7	17

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample